AI Lao Pao: production gates for cheap agent models (V4-Flash week)

【Hot｜2026-08-03】
DeepSeek V4-Flash GA (cheaper agents) + Doubao strong in CN apps.
AI Lao Pao: ignore leaderboard FOMO — freeze data boundary, concurrency, failure ownership first.

Hot context

DeepSeek V4-Flash makes agent loops cheaper. That increases the urge to skip gates.

Gates I enforce on client work

1. Dedicated agent identity
2. Human confirm for mutating / paid actions
3. Immutable tool-call logs with model version

I’m AI Lao Pao — enterprise AI delivery & private deploy.
https://ailaopao-geo.pages.dev/

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Hub https://ailaopao-geo.pages.dev/
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